{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 美剧对婴儿姓名的影响\n",
    "[代码参考](https://www.kaggle.com/chiragyadav/d/kaggle/us-baby-names/friends-inspired-baby-names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 引入相关数据分析包\n",
    "* pandas，用于数据集读取，处理和分析\n",
    "* numpy，用于数据集处理\n",
    "* matplotlib，用于数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv('./dataset/NationalNames.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plotname(name, gender):\n",
    "    \"\"\"\n",
    "        对姓名及性别进行可视化\n",
    "    \"\"\"\n",
    "    # 找到符合条件的数据\n",
    "    data_named = data[(data.Name==name) & (data.Gender==gender)]\n",
    "        \n",
    "    plt.figure(figsize=(10,6))    \n",
    "    # 对数据的年份，数量进行可视化\n",
    "    plt.plot(data_named.Year,data_named.Count,'g-')\n",
    "    plt.title('%s name variation over time'%name)\n",
    "    plt.ylabel('counts')\n",
    "    plt.xticks(data_named.Year,rotation='vertical')\n",
    "    \n",
    "    # 设置x轴数值范围\n",
    "    plt.xlim([1985,2015])    \n",
    "    plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 老友记 姓名影响分析\n",
    "friends_characters = [('Rachel','F'),('Monica','M'),('Phoebe','F'),\n",
    "                      ('Ross','F'),('Chandler','F'),('Joey','F')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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14rm1dsBOvJkos12JwiWYcskUBs4dSL8P+/Fo80fpUbtHToSSkNifup8nlz/J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LAAAB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\nzMzMzAbMxZqZmZmZmdmA/Q+6KFbvZcwPNAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8a1cf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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K+CFwPzAjjuPihpCK1NLWUvT6p3yfOOYTrNq0imsfvbZkbVarjgK6HRtIdJhS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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1897bdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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BOcAEx3GyJ9E4YQYHx3EOeu9VG/jMGPMe7vV+zXBv57ADtzANl3/gfh7+5k1s8ynuZ6oX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\n9BOOGXsM9WrWIw6ING/QPOmSJEmSpEplI5ZDK9as4MVPX2Tsx2N5etb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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1060cb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QtjKXJEnSsMtlABXH8UfZRoOLjdY95dlYaYzSSCn3Gai19TUWTi0wUzl7E91m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\nSpIkSZJ69P90Mg6tjcgq4wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ba8668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nV59yda/tSvJLWDBhAat2r+Iz8z6TmuD6obKukkB+gGAg2O9jygJltHa0sqtl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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a7dc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NtkBb4F+1nqAkSZKkdUZRjmRFUdSEdFSq/B6r9lEUdQHm5h5DSZdj/yTX7rfA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\nIiIuUpMlIiIiIiLiIjVZIiIiIiIiLvp/49Ww8weOetIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x89f2c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for character in friends_characters:\n",
    "    plotname(character[0],character[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 冰火歌 和 生活大爆炸 姓名影响分析\n",
    "more_characters = [('Khaleesi', 'F'), ('Sheldon', 'M')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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21bnkqxVeXrSvFhcT/RfgRyGE75D/FTojX7r7nOK+Ayshvgb4qxDCHeQT+beQLwbxFvK/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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a05160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jzsSdlv9vuM93mk7oc/yut83/GfcBy7uAHY7jTC0uiOM404wxg7y8Vxpj0nELq8G4wxVf\nDzHrXVg4jrPbGHM5bi/i+8aY/+E+q+sU3IL1Z+DqYjZ/EbfX8V5C3DsX4ALc8/J/xpjrgY9x7yc7\nGveZVm1xf8e2BWxzuL87pT7/5SBc72EiUs7UkyUikeBB4FrgQ9yHdP4dt+jqhjsBw0WO44Sahvlg\nPSp/ue/Cm4b7dNwep224DwO9Ebc3IQf3PpjgaZ1D7Wc57pCdd3ALqtG4f7TqiTuk56/JOM6TuB/e\nPwyIWx936uauzh8Pwy3N8ZVGic+V4z789Azcnp7jcM/X8Xgf7ILbhzu+l8M3uNO6/wu3p+8y3A/k\n7XGHl12EO4SsNF7E/TkV4vZs/TURx5mPW+isBCzcKdD34J6POQc5jlKdD8dxfsEdWjoL9zq/FreH\n5GrcyTlCnZMFwE24z4YbA9wF/ONQeTiOM8zb/6+4vcJ/x+1hutZxnAuLOZawXHveRDXdgNm4hdU/\ncGfRfAL32WyZxWz6Fm6BWw34xnvMQ6j9b8Yt2m7HnUjiAtzrtQvug49H8tcZOw+rJ/Zwzz8HP5+l\nWneY72Ei4ofyegBXNL3OO++84dESJ5qORXEiO040HYviRHacaDoWxYnsONF0LIoT2XGi6ViiMU5J\nXhHXk2VZ1nrLsgpDvB4PaHOXZVk/W5aVa1nWO5ZltQraR3XLsqZalvWrZVm7LMt607KsBmVIa3gZ\nto20ONF0LIoT2XGi6VgUJ7LjRNOxKE5kx4mmY1GcyI4TTccSjXEOKeKKLNzxxKkBr9643eU2gGVZ\nt+AOzRkJdAJ2A/Mty4oP2McjuPcOnIs7o1JD3DHuIiIiIiIi5SriJr6wbfu3wO8tyzobWGvbdtF0\numOAybZtz/LWX4J70+dgwLYsKxF3DP0w27bf99qMAFZZltXJtu2Q90uIiIiIiIiEQyT2ZB1gWVYc\n7vNMnvW+b47bu/VuURvbtnNwZxPq4i3qgFs8BrZZjTujUVEbERERERGRchFxPVlBhgBJ/PHAyFTc\noYNbgtpt4Y8nyqcA+73iq7g2pXFk//79GwFdKeFUwYerbdu2SbgzZ1XqGIqjOBUVQ3EUp6JiKI7i\nVFQMxVGcioqhOIetBu4jMObzx/Pz/sI4Tnk/U/LwWZY1D9hn2/Yg7/suwAdAQ9u2twS0ewMotG17\nuGVZw4HnbNuuGbSvj4FFtm2PP0i84QTdMNe/f/9GI0aMKPeLQkREREREKofnn3/+i7lz524OWjzN\ntu1pEME9WZZlNcF9EOHggMVZuA8RTOHPvVkpuA/LLGoTb1lWYlBvVoq3rljeSZkWtLgrsGz79u3k\n5+eX+jhKIzExkZyc4A64yhdDcRSnomIojuJUVAzFUZyKiqE4ilNRMRTn8FSrVo26desyYsSI60aM\nGLG82HblmkXZXI5bSM0pWmDb9nrLsrKAXsDXAN5EF6cCRU9c/xz3gYS9gBlem2NxH/L44WHksRcg\nPz+fvLy8wzqQknIcJypiKI7iVFQMxVGcioqhOIpTUTEUR3EqKobilNlBbyOKyCLLsiwDXAa8YNt2\nYdDqR4A7LMtaA2QCk4FNwExwJ8KwLOtZ4GHLsrYDu4DHgGWaWVBERERERMpbpM4ueBbQGHg+eIVt\n21OAx4GncWcVrAn0t217f0CzG4FZwJvAYuBn3GdmiYiIiIiIlKuI7MmybfsdIPYg6ycCEw+yfh9w\nnfcSERERERGpMJHakyUiIiIiIlIpqcgSEREREREJIxVZIiIiIiIiYaQiS0REREREJIxUZImIiIiI\niISRiiwREREREZEwUpElIiIiIiISRiqyREREREREwkhFloiIiIiISBipyBIREREREQkjFVkiIiIi\nIiJhpCJLREREREQkjFRkiYiIiIiIhJGKLBERERERkTBSkSUiIiIiIhJGKrJERERERETCSEWWiIiI\niIhIGKnIEhERERERCSMVWSIiIiIiImGkIktERERERCSMVGSJiIiIiIiEkYosERERERGRMFKRJSIi\nIiIiEkYqskRERERERMJIRZaIiIiIiEgYqcgSEREREREJIxVZIiIiIiIiYaQiS0REREREJIxUZImI\niIiIiISRiiwREREREZEwUpElIiIiIiISRiqyREREREREwkhFloiIiIiISBipyBIREREREQkjFVki\nIiIiIiJhpCJLREREREQkjFRkiYiIiIiIhJGKLBERERERkTBSkSUiIiIiIhJGKrJERERERETCSEWW\niIiIiIhIGKnIEhERERERCSMVWSIiIiIiImGkIktERERERCSMVGSJiIiIiIiEkYosERERERGRMFKR\nJSIiIiIiEkYqskRERERERMJIRZaIiIiIiEgYqcgSEREREREJIxVZIiIiIiIiYaQiS0REREREJIxU\nZImIiIiIiISRiiwREREREZEwUpElUsVszd3qdwoiIiIiUa2a3wmEYllWQ+B+oD+QAPwIjLBt+4uA\nNncBVwJ1gGXANbZtrwlYXx14GDgfqA7MB0bZtq1PmFJlzc+cz+XvXM6iCxdxbMKxfqcjIiIiEpUi\nrifLsqyiomkf0BdoA/wD2B7Q5hZgNDAS6ATsBuZblhUfsKtHgAHAuUAPoCEwvQIOQSQi5ezP4bZl\ntwHwv+//53M2IiIiItErEnuybgU22rZ9ZcCyDUFtxgCTbdueBWBZ1iXAFmAwYFuWlQhcDgyzbft9\nr80IYJVlWZ1s2/6kvA9CJNLc98l97MrbRVqzNNJXp3Nbu9uIMRH3dxYRERGRSi8SP2GdDXxmWZZt\nWdYWy7K+sCzrQMFlWVZzIBV4t2iZbds5wMdAF29RB9wCMrDNamBjQBuRKuPTrE95adVL3NrhVq44\n/gp++f0Xvtj6xaE3FBEREZFSi8QiqwVwDbAa6AM8CTxmWdbF3vpUwMHtuQq0xVsHkALs94qv4tqI\nVAn7CvYxdulY2jdoz6XHXUrHlI6k1Eph9vrZfqcmIiIiEpUicbhgDPCJbdv/9L7/yrKs44GrgZf9\nS0ukcpr65VQyczKZN2QesTGxAAw6ZhBzfpzDnafeiTHG5wxFREREokskFlm/AKuClq0Chnr/zgIM\nbm9VYG9WCrAioE28ZVmJQb1ZKd66kCzLGg4MD1zWtm3bpAkTJpCYmIjjOKU9llKJi4sjOTm50sdQ\nnMiJs+rXVTz25WP849R/0LVV1wPLzz3uXJ5Z8QyZ+zM55ahTwhYvUGU9Z4pT+eJE07EoTmTHiaZj\nUZzIjhNNxxJtcYr+OD1p0qR/r1y5cmfQ6mm2bU+DyCyylgHBc0sfizf5hW3b6y3LygJ6AV8DeBNd\nnApM9dp/DuR7bWZ4bY4FmgAfFhfYOynTgha3Bz7PyckhLy/v8I+qBJKTk8nOzq70MRQnMuIUOoWM\nnDWSJkc04arWV/1pv10bdqVu9bpM+2oazas3D0u8YJXxnClO5YwTTceiOJEdJ5qORXEiO040HUu0\nxYmLi6N+/fpMmDDhRqDYG9wjscj6N7DMsqzxgI1bPF0JXBXQ5hHgDsuy1gCZwGRgEzAT3IkwLMt6\nFnjYsqztwC7gMWCZZhaUquLlVS/z2ZbPmD5wOjWq1fjTumox1ejfrD+z189mfMfxGjIoIiIiEkYR\nN/GFbdufAUNwh+19A9wOjLFt+/WANlOAx4GncWcVrAn0t217f8CubgRmAW8Ci4GfcZ+ZJRL1ftn9\nC/d+ci8Xtr6Qzkd1DtkmrXkamTmZfJf9XQVnJyIiIhLdIrEnC9u25wBzDtFmIjDxIOv3Add5L5Eq\nw3Ecbl92O7XianF7p9uLbdetYTeS4pOYvX42bY9sW4EZioiIiES3iOvJEpGymZM5h/kb5jO562SS\nqicV2y4+Np4+TfswZ/1B/54hIiIiIqWkIkskiuzct5M7lt1B36Z9SWuWdsj2ac3T+HHHj/yw/YcK\nyE5ERESkalCRJRJF7vnkHnLzc7mn2z0lmsyiR6Me1I6rrQcTi4iIiISRiiyRKPHRLx/x6vevclun\n2ziq1lEl2qZGtRr0btJbRZaIiIhIGKnIEokCe/P3Mm7pODqmdOTiNheXatu05mmsyl7F2h1ryyk7\nERERkapFRZZIFHjsy8fYuGsjU7pPIcaU7tf6jMZnULNaTeZkagIMERERkXBQkSVSyX2f/T1Tv5zK\ndSdfxzF1jyn19jWr1aRX416aZVBEREQkTFRkiVRiBYUFjF06luZJzRl98ujD3k9a8zS+/vVrNuZs\nDGN2IiIiIlWTiiyRSuylVS/xxdYvmNJ9CtVjqx/2fno17kWN2BoaMigiIiISBiqyRCqpzb9v5r5P\n7+OSNpfQKbVTmfZVO742PY/uqVkGRURERMJARZZIJeQ4Drctu40j4o5gfKfxYdlnWvM0vtj6BZt/\n3xyW/YmIiIhUVSqyRCqhjHUZLNy4kHu63UNifGJY9tm7aW/iYuKYmzk3LPsTERERqapUZIlUMjv2\n7eDOD+8krVka/Zr1C9t+E+MT6dGoh2YZFBERESkjFVkilczdH9/NvoJ9TO46Oez7HtB8AJ9kfcKW\n3C1h37eIiIhIVaEiS6QSWfbzMqatnsbtnW4ntVZq2Pffp2kfYk2shgyKiIiIlIGKLJFKYk/+HsYt\nHcepqadyQesLyiVG3Rp16dawm4YMioiIiJSBiiyRSuKRFY/w8+8/M6X7FGJM+f3qpjVP48NfPuS3\nPb+VWwwRERGRaKYiS6QS+O6373jqq6e4vt31tKrTqlxjFU2mMW/DvHKNIyIiIhKtVGSJRLiCwgLG\nLh1Lyzotufaka8s9Xr2a9eic2llDBkVEREQOk4oskQj3/HfP89W2r5jSfQrxsfEVEnNA8wF8sPkD\ntu/dXiHxRERERKKJiiyRCLZp1ybu//R+LjvuMjqkdKiwuP2a9aPAKWDBxgUVFlNEREQkWqjIEolQ\njuMwftl4kqoncWvHWys0dmqtVDqmdNSQQREREZHDoCJLJELNXDuTRT8t4t5u91I7vnaFx09rnsaS\nTUvYtX9XhccWERERqcxUZIlEoOy92dz54Z0MbD6QPk37+JJDWvM09hfuZ+HGhb7EFxEREamsVGSJ\nRKDJH08mvzCfyV0n+5ZDo9qNaNegHbPXz/YtBxEREZHKSEWWSIRZsnkJ9g82/zz1nzRIaOBrLgOa\nDeC9n95jd95uX/MQERERqUxUZIlEkNy8XG5deitdjurCsGOH+Z0Oac3T2Fuwl0U/LfI7FREREZFK\nQ0WWSAS5Z9k9ZOVmMaX7FIwxfqdD08SmnFDvBA0ZFBERESkFFVkiEeLbX7/l0U8e5YZ2N9AiqYXf\n6RyQ1iyNdze+y578PX6nIiIiIlIpqMgSiQD7CvZx89KbaVOvDdecdI3f6fzJgOYDyM3P5f1N7/ud\nioiIiEiloCJLxGeO4zB2yVh+2P4DT/V/iriYOL9T+pOWdVrSJrmNhgyKiIiIlJCKLBGfPf7l40xf\nM51/n/5vTjnqFL/TCSmtWRrvbHiHfQX7/E5FREREJOKpyBLxUca6DO7/7H7+0f4fDGo5yO90ijWg\n+QB25e1i6ealfqciIiIiEvFUZIn45MttX3LD4hsY3HIwN7a/0e90DuqYusfQqk4rDRkUERERKQEV\nWSI+2Pz7ZkbMH0HbI9vyUI+HImK69oMxxpDWLI0FGxaQV5jndzoiIiIiEU1FlkgF2523m8vmX0Z8\nbDzP9n6WGtVq+J1SiQxoMYAd+3aw/OflfqciIiIiEtFUZIlUoILCAq5ddC0bd23kxb4vUj+hvt8p\nlVjb5LY0S2ymIYMiIiIih6AiS6QC3f3J3bz707s82etJWie39judUikaMjg3cy75hfl+pyMiIiIS\nsVRkiVSQV1a9wjPfPMOkzpM4s/GZfqdzWAa0GED23mw+zvrY71REREREIpaKLJEKsHTzUm5fdjuX\nHXcZlx9/ud/pHLaT6p1Eo9qNNGRQRERE5CBUZImUszU71jBy4UhOa3Qak7pM8judMjkwZHD9XAqd\nQr/TEREREYlIKrJEylH23mwunX8pqQmpPNnrSarFVPM7pTIb0GIAW/ds5bMtn/mdioiIiEhEUpEl\nUk72FezjyneuZNf+XbzY90US4xP9TiksTmlwCqkJqcxaP8vvVEREREQikooskXLgOA63LL2FFVtX\n8GyfZ2kqCA9YAAAgAElEQVSS2MTvlMImxsTQv1l/5qyfoyGDIiIiIiGoyBIpB1O/msr/fvwfD53+\nEB1TOvqdTtgNaDGAX3b/wpfbvvQ7FREREZGIoyJLJMzmrJ/DfZ/exw3tbmBoq6F+p1MuOqV0ol7N\nepplUERERCQEFVkiYfTVtq+47r3rOKfFOdx8ys1+p1NuYmNi6de0H3PWz8FxHL/TEREREYkoKrJE\nwuTn339mxIIRtDmyDQ+f/jDGGL9TKlcDWgxg466NfPvbt77l8MYPb3D9/OvJ3pvtWw4iIiIiwVRk\niYTB7rzdXLbgMqrFVOO53s9Rs1pNv1Mqd12O6kLd6nV9mWVwX8E+bll6Cze9fxOvfPsKZ00/i/d+\neq/C8xAREREJRUWWSBkVFBYw+r3RZOZk8kKfF2iQ0MDvlCpEXEwcfZv2Zfa62RU6ZDBrdxbnzToP\n+webB7o/wLcjv6VNchsumncRty27jdy83ArLRURERCQUFVkiZXTvp/eycONCnjjzCY478ji/06lQ\nA1oMYH3Oer7f/n2FxPt0y6f0n9Gfzb9vZvrZ07mg9QU0PKIhr/R7hXu63cMbq9+g74y+rNi6okLy\nEREREQlFRZZIGbz2/Ws89fVTTOg8gbOanOV3OhXutIankRifWO6zDDqOw8urXua8WefRLLEZc4fM\npX2D9gfWG2O47LjLmD90PonxiQx6exAPff4QeYV55ZqXiIiISCgqskQO0webP2D8B+O5uM3FXNH2\nCr/T8UV8bDy9m/Rmzvo55RZjX8E+xi0dx60f3MqFrS/kjQFvFDsks1WdVqSfk84N7W7g0RWPMvjt\nwazZsabcchMREREJRUWWyGFYu2MtIxeOpGvDrkzuOjnqZxI8mIEtBrJ6+2p+3P5j2Pf9y+5fOHfW\nuUxfM52HezzMPd3uIT42/qDbxMXEcdMpNzHznJnk7M+h71t9eWHlC5pqXkRERCqMiiyRUsrem80l\n8y+hfkJ9nur1FHExcX6n5KsejXpQK65W2IcMfvzLx/Sf0Z+s3Vm8dfZbnH/s+aXavl2DdiwYuoBh\nxw7j9uW3c9G8i8janRXWHEVERERCUZElUgr7C/YzcuFIdu7byYt9XySpepLfKfmuRrUanNXkLOZk\nhmfIoOM4vLDyBazZFq3qtGLekHmcXP/kw9pXzWo1uafbPbzS7xVWZa+i1/ReZKzLCEueIiIiIsWp\n5ncCwSzLmgBMCFr8vW3bxwW0uQu4EqgDLAOusW17TcD66sDDwPlAdWA+MMq27a3lnL5EMcdxGP/B\neD7f8jlvDHiDZonN/E4pYgxoPoCRC0eyfud6mic1P+z97M3fy/hl47F/sLni+Cv456n/DEtP4RmN\nz2DhuQsZ/8F4rn73ahZsWMDdXe9WkSwiIiLlIlJ7sr4FUoBU73Va0QrLsm4BRgMjgU7AbmC+ZVmB\nN2o8AgwAzgV6AA2B6RWSuUStJ79+ktd/eJ0p3afQKbWT3+lElDOOPoMasTXKNAHG5t83MzRjKG+v\nfZtHez7KXV3uCutQzOQayTzV6ykeP+NxFm5cSK/pvfhg8wdh27+IiIhIkYjryfLk27a9rZh1Y4DJ\ntm3PArAs6xJgCzAYsC3LSgQuB4bZtv2+12YEsMqyrE62bX9S/ulLtJn5w0zu/eRerj/5es475jy/\n04k4CXEJnNnkTOZkzuHak68t9fbLf17O1e9eTY1qNUg/J50T6p1QDlm6U70PbTWUU1NP5YbFN3D+\nnPO56viruLXjrdSoVqNcYoqIiEjVE6k9WX+zLGuzZVlrLct6xbKsxgCWZTXH7dl6t6ihbds5wMdA\nF29RB9ziMbDNamBjQBuREvvm12+4fNblpDVPY2yHsX6nE7EGNh/Il9u+ZNOuTSXexnEc/u/b/2PY\nnGG0Tm7N3MFzy63ACtSodiPeGPAGEzpP4KVVL9F/Rn++/fXbco8rIiIiVUMkFlkfAZcBfYGrgebA\nEsuyauEWWA5uz1WgLd46cIcZ7veKr+LaiJSI4ziMWjSK1ke25tGejxJjIvFXJjL0atyL6rHVSzzL\n4J78PYxZPIYJH07giuOv4LX+r3FkzSPLOcs/xJgYRp4wkrmD5xIXG8fAmQN5/MvHKSgsqLAcRERE\nJDpF3HBB27bnB3z7rWVZnwAbAAv4vjxjW5Y1HBgeuKxt27ZJEyZMIDExsdyfsxMXF0dycnKljxFN\ncT7e/DHrdq5jwcAFNGrQqNziFKnM5y2ZZHo3782CTQsY33P8QWNs2LmBYW8PY/Vvq3n+7OcZdtyw\nw45b1mPpktyF5c2Xc/cHdzPl4yks/nkxzw54lhZ1W4Q1TkkpTmTGUBzFqagYiqM4FRVDcQ5P0bNR\nJ02a9O+VK1fuDFo9zbbtaRCBRVYw27Z3Wpb1A9AKWAwY3N6qwN6sFGCF9+8sIN6yrMSg3qwUb93B\nYk0DpgUtbg98npOTQ15e3mEfR0kkJyeTnZ1d6WNEU5yXVrxESkIKXRt2jYrjKe84vY/uzZjFY1j5\n00raNm4bMsbSzUu55t1rqB1Xm/Rz0jn+yOPLlEu4juWGE26gW/1ujFk8ho7PdWRSl0kMP3b4gTfT\nyv6zieY40XQsihPZcaLpWBQnsuNE07FEW5y4uDjq16/PhAkTbgS+KK5dxI99siyrNm6B9bNt2+tx\nC6VeAesTgVOB5d6iz4H8oDbHAk2ADysobYkC+YX5vL3ubQa1HERsTKzf6VQKvZv0Ji4mjrnr5/5l\nneM4PPX1U1ww9wKOr3c8c4bM4fgjj/chy+J1TO3IgqELGNxyMGOXjmXEghFsyy1uDh4RERGR0CKu\nJ8uyrAeADNwhgo2ASUAe8LrX5BHgDsuy1gCZwGRgEzAT3IkwLMt6FnjYsqztwC7gMWCZZhaU0vhg\n8wf8uudXhrQc4ncqlUZS9SS6N+rOnMw53Nzj5gPL9+Tv4eYlN5O+Np1RJ47ilo63UC0m4t5+AKgd\nX5sHejxA76a9uXnJzfSa3osp3adwQfIFfqcmIiIilUQk9mQdDbyGe//V68A2oLNt278B2LY9BXgc\neBp3VsGaQH/btvcH7ONGYBbwJu4Qw59xn5klUmJvrXmLlkktK2S2u2gyoPkAPvrlI7bsdkf0bszZ\nyDkzz2H+hvk8eeaT3H7q7RFbYAXq07QPi/7fIk5JOYUr3rmCGxbcQH5hvt9piYiISCUQcZ90bNse\nXoI2E4GJB1m/D7jOe4mU2p78PczbMI9rTrzmwD05UjJ9mvYhxsSQ8WMG9WLqcc2ia0iKTyJjUAZt\nktv4nV6p1KtZj+d6P8cr37/C7ctuJzM7k6lnTqVmtZp+pyYiIiIRLBJ7skR8t2DDAnbn7WZwy8F+\np1LpJNdIpmvDrtyz7B4unHchJ9c/mdmDZ1e6AquIMYaL21zMm+e+yZLNSxg2Zxjb9273Oy0RERGJ\nYCqyREJIX5tOu/rtaJ7U3O9UKqVBLQaR9XsWo04axUt9X6Jujbp+p1Rm/Vr2wx5gs3bHWoZmDGXz\n75v9TklEREQilIoskSDb927nvZ/eY0grTXhxuIYdO4xVf1/F+I7jo2pmxvYN2pN+Tjp78vdwztvn\nsDp7td8piYiISARSkSUSZPb62RQ4BZzd4my/U6m0jDE0q9PM7zTKRas6rZg5aCbJ1ZMZkjGEj3/5\n2O+UREREJMKoyBIJMmPNDLo37E6DhAZ+pyIRKiUhhelnT+e4I49j+NzhzMuc53dKIiIiEkFUZIkE\n2Pz7Zj7K+ojBrTThhRxcYnwir/Z/ld5NenPVwqt46buX/E5JREREIoSKLJEAM9fOpEZsDfo36+93\nKlIJVI+tzpO9nuSy4y5j/LLxPPj5gziO43daIiIi4rOIe06WiJ9mrJnBWU3O4oj4I/xORSqJGBPD\nXV3uIiUhhfs+vY+tuVu5t9u9leKByyIiIlI+9ClAxLM6ezXfZX/Hzafc7HcqUskYYxh98mjqJ9Rn\n7JKxbNuzjSfOfEIPLRYREamiNFxQxDNj7QyS4pPo2bin36lIJXX+MefzfJ/nWbp5qR5aLCIiUoWp\nyBIBHMchfU06A1sMpHpsdb/TkUqsV5NeBx5aPCRjiB5aLCIiUgWpyBIBPtv6GT/9/hODW2pWQSm7\n4IcWf5/9vd8piYiISAVSkSWCO+FFaq1UOh/V2e9UJEq0qtOKmee4Dy0emjFUDy0WERGpQlRkSZWX\nV5hHxroMBrccTIzRr4SET2qt1D89tHju+rl+pyQiIiIVQJ8opcpbsmkJ2XuzGdJqiN+pSBQKfGjx\nyHdH6qHFIiIiVYCKLKny0tem87c6f6Ntclu/U5EopYcWi4iIVC16TpZUabl5uczLnMfok0djjPE7\nHYliemixiIhI1aH/3aVKW7BhAbn5uZpVUCqEHlosIiJSNWi4oFRpb615i1ManELTxKZ+pyJViB5a\nLCIiEt1UZEmVlb03m/c3va8JL8QXemixiIhI9FKRJVVWxroMHBzObnG236lIFaWHFouIiEQn3ZMl\nVVb6mnR6NOpBvZr1/E5FqrCihxZfPO9ihmYMZXTH0dSNqUtKrRRSE1JJrZVK3ep1NTGLiIhIJaIi\nS6qkTbs28cmWT3is52N+pyJy4KHF/1jyD/674r9szd36p/XxMfGkJKQcKLwCC7CUhBRSElI4qtZR\n1Iqr5dMRiIiISCAVWVIlpa9Np0ZsDfo27et3KiKA+9Di/571X5KTk8nalsW2PdvI2p3FltwtbMnd\nQtbuLLJy3e9Xb1/Nltwt5OzP+dM+asfV/kvhVfTv1FqppCak0iChAfGx8T4dpYiISNWgIkuqpBlr\nZtC3WV9qx9f2OxWRv4iPjadR7UY0qt3ooO1y83IPFF5bdm8hKzfrQGG2adcmPt/yOVtyt7C3YO+f\ntktJSGFq/6l0Se5SnochIiJSZanIkipnVfYqvt/+Pbd0vMXvVETKJCEugRZJLWiR1KLYNo7jsGPf\njj96xHKzSF+TzhWzrmD+kPk0PqJxBWYsIiJSNWh2QalyZqyZQZ3qdeh5dE+/UxEpd8YY6taoS+vk\n1px+9Omcf8z5PNXrKZKqJ3HtomvJK8zzO0UREZGooyJLqpRCp5D0temc3eJs3ZciVVZS9SRePOdF\nvtz2JQ9+/qDf6YiIiEQdFVlSpXya9Smbf9/MkJZ6ALFUbZ0bdWZch3FM/XIqSzYv8TsdERGRqKIi\nS6qUGWtn0Kh2IzqmdvQ7FRHfjTppFKc1Oo0x741hW+42v9MRERGJGiqypMrYX7CfjHUZDG45mBij\nS18kxsTwWM/HKKSQG96/gUKn0O+UREREooI+aUqVsXjTYnbs28GQVhoqKFKkQUIDHuv5GIs3Lebp\nr5/2Ox0REZGooCJLqoz0tem0rtuaNslt/E5FJKKcfvTpjDpxFP/69F98sfULv9MRERGp9FRkSZXw\n+/7fmZ85X71YIsUY13EcJ9Q/gWsXXUvO/hy/0xEREanUVGRJlTB/w3z2FuxlcMvBfqciEpHiYuJ4\n4own2L53O+OWjsNxHL9TEhERqbRUZEmVMGPNDDqldOLoI472OxWRiNUksQkP9HiAjHUZTFs9ze90\nREREKi0VWRL1ft3zK0s2L2FwK/ViiRzK2S3O5sLWF/LP5f9kdfZqv9MRERGplFRkSdTLWJeBwXB2\ni7P9TkWkUpjUZRJNE5tyzaJr2JO/x+90REREKh0VWRL1ZqyZwelHn05yjWS/UxGpFGpWq8kTZz7B\nhpwNTPpokt/piIiIVDoqsiSqbcjZwOdbP2doq6F+pyJSqbRObs2kLpN4edXLzFo3y+90REREKhUV\nWRLV0temk1AtgT5N+/idikilc2HrCxnYfCBjl47lp10/+Z2OiIhIpaEiS6KW4zjMWDODfs36kRCX\n4Hc6IpWOMYYp3aeQFJ/EqEWjyCvM8zslERGRSkFFlkStldkr+XHHj3o2lkgZJFVPYuqZU/l629c8\n+NmDfqcjIiJSKajIkqg1Y80Mkmsk0+PoHn6nIlKpnZJyCuM6jGPqV1NZsmmJ3+mIiIhEPBVZEpUK\nnULS16ZzdouziYuJ8zsdkUrvmpOuoXuj7ly/+Hq25W7zOx0REZGIpiJLotJHv3xE1u4shrQa4ncq\nIlEhxsTwWM/HABizeAyFTqHPGYmIiEQuFVkSldLXptO4dmM6NOjgdyoiUaN+Qn0e6/kY729+n6e+\nfsrvdERERCKWiiyJOvsK9jFr3SwGtxqMMcbvdESiSo+jezD6pNHc/+n9fLH1C7/TERERiUgqsiTq\nLP5pMTv372RISw0VFCkPN3e4mRPrn8iod0exc99Ov9MRERGJOCqyJOq8teYtjks+jmOTj/U7FZGo\nFBcTx9QzprJz/07GLR2H4zh+pyQiIhJRVGRJVNm1fxcLNy7UhBci5axJYhOmdJ/CrPWzeG31a36n\nIyIiElFUZElUmZs5l70FexnUcpDfqYhEvbNbnM1FrS/izuV3sjp7td/piIiIRAwVWRJV0tek0zm1\nM41qN/I7FZEqYWKXiTRLbMY1i65hT/4ev9MRERGJCCqyJGpszd3K0p+XaqigSAWqWa0mT5z5BBty\nNjDxw4l+pyMiIhIRVGRJ1MhYl0GsiWVA8wF+pyJSpRybfCx3db2LV75/hYx1GX6nIyIi4rtqfidw\nKJZl3QrcCzxi2/ZNAcvvAq4E6gDLgGts214TsL468DBwPlAdmA+Msm17awWmLxVoxpoZnNH4DOrW\nqOt3KiJVzgXHXsDSzUsZt3QcJ9U7iSaJTfxOSURExDcR3ZNlWVZHYCTwVdDyW4DR3rpOwG5gvmVZ\n8QHNHgEGAOcCPYCGwPQKSFt8sH7nelZsW8HgloP9TkWkSjLGMKX7FJLikxj13ijyCvP8TklERMQ3\nEVtkWZZVG3gFt7dqR9DqMcBk27Zn2bb9LXAJbhE12Ns2EbgcuNG27fdt214BjAC6WZbVqaKOQSpO\n+tp0asXVok/TPn6nIlJlJcYn8kSvJ/hm2zc88NkDfqcjIiLim4gtsoCpQIZt24sCF1qW1RxIBd4t\nWmbbdg7wMdDFW9QBdyhkYJvVwMaANhIlHMdhxpoZ9Gvaj5rVavqdjkiV1r5Be27peAtTv5rK+5ve\n9zsdERERX0RkkWVZ1jDgZGB8iNWpgANsCVq+xVsHkALs94qv4tpIlPjm129Yu3MtQ1sN9TsVEQGu\nPvFqTm90Otcvvp4NOzf4nY6IiEiFi7giy7Kso3Hvp7rQtm0N6pdDmrF2BvVq1uO0Rqf5nYqIADEm\nhkd7PkqtarXo81ofNuSo0BIRkaolEmcXPAWoD3xhWZbxlsUCPSzLGg20Bgxub1Vgb1YKsML7dxYQ\nb1lWYlBvVoq3LiTLsoYDwwOXtW3bNmnChAkkJibiOE4ZDuvQ4uLiSE5OrvQxKjJOTGwMb69/m/OO\nO48G9RqUW5xoO2+61hSnvOMkJyez8KKFpL2RxnlzzmPesHm0Sm5VLrGi5ZwpTuTHiaZjUZzIjhNN\nxxJtcYxxy5NJkyb9e+XKlTuDVk+zbXsaRGaRtRA4IWjZC8Aq4F+2ba+zLCsL6AV8DQcmujgV9z4u\ngM+BfK/NDK/NsUAT4MPiAnsnZVrQ4vbA5zk5OeTllW/HWnJyMtnZ2ZU+RkXG+XrX12T9nkXa0Wnl\nGi/azpuuNcWpiDgJJDB/+Hz6vNqHs149C3uATas64S+0oumcKU5kx4mmY1GcyI4TTccSbXHi4uKo\nX78+EyZMuBH4orh2EVdk2ba9G/gucJllWbuB32zbXuUtegS4w7KsNUAmMBnYBMz09pFjWdazwMOW\nZW0HdgGPActs2/6kQg5EKsTrK1+nWWIz2tVv53cqIhLCUbWP4s0BbzJszjDOnXUub6S9Qevk1n6n\nJSIiUq4i7p6sYvxpnJ5t21OAx4GncWcVrAn0t217f0CzG4FZwJvAYuBn3GdmSZTYm7+X9B/SGdxy\n8IGuWxGJPPUT6vO/gf8jJSGF82afx8rfVvqdkoiISLmKuJ6sUGzbPjPEsonAxINssw+4zntJFFr0\n0yJ27tvJkFZD/E5FRA4huUYyb6S9wQVzL8CabTGt/zROrH+i32mJiIiUi0pRZEnV4jgOO/btYEvu\nFrbkbiFrdxZZuVkH/r0ldwtZuVlsy91Gu5R25XKPh4iEX90adXk97XUunHch5885n1f7v0r7Bu39\nTktERCTsVGRJhdqTv+ePomm3WywdKJy8r1tyt7C3YO+ftkuukUxqQiqptVJpk9yGMxqfQUpCCgOP\nGxg0mFREIllS9SSm9Z/GxfMuZvic4bzS7xU6pnb0Oy0REZGwUpElYbd+53reWP8G635d90fh5BVU\nOfv//Hzo2nG1SUlIIbVWKkcfcTQdUjqQWiuVlIQUUmqlcFTCUdRPqE/12OohYyXXrZjZakQkfI6I\nP4JX+7/KpfMv5YK5F/Byv5fpfFRnv9MSEREJm8MusizLOgKoY9v2TwHLGgJXA9WB6ZrJr2rZtGsT\nj6x4BPsHm9iYWFJquoVSSkIKx9Q95kBPVEqCuyw1IZXa8bX9TltEfFArrhYv93uZEQtGcOHcC3mh\n7wt0b9Td77RERETCoiw9Wc8AzYHOcOBZVR8BRwOFwBjLsvrZtr24rElKZPtl9y88/uXjvPb9ayTG\nJ3LHqXcwpusY9uza43dqIhLBalaryfN9nueqd67isvmX8WzvZ+nZuKffaYmIiJRZWaZwPw13ivQi\nFwENga5AXdwHBd9Rhv1LhPt1z69M/HAi3d7oxsy1M7n5lJv5cNiHjDxhJDXjavqdnohUAjWr1eTZ\nPs/SvVF3RiwYwTsb3vE7JRERkTIrS5FVD9gc8P05wAe2bX9k2/Yu4CXgpLIkJ5Fp+97t3PfpfXR5\nvQuvr36d0SeN5sNhHzL65NHUiqvld3oiUslUj63OM2c9Q68mvbhq4VXMy5znd0oiIiJlUpYiaweQ\nCmBZVk2gO7AgYH0+kFCG/UuEydmfw8OfP0yX17vw7LfPcnnby1k+bDk3nXITifGJfqcnIpVYfGw8\nT/Z6kn7N+vH3hX8nY12G3ymJiIgctrLck7UcGGVZ1vdAP6AGMDNg/TH8uadLKqncvFyeW/kcT379\nJHvy93BJm0u49qRrqZ9Q3+/URCSKxMXE8Z8z/sONMTcyatEo8gvz9bBxERGplMpSZN2C23M13fv+\nIdu2VwJYlhULnAdozEcltjd/Ly+vepn/fPUfdu7byQWtL+C6k6/jqFpH+Z2aiESpajHVeOT0R6gW\nU43rF19PXmEe1jGW32mJiIiUymEXWbZtr7Es61jgOGCnbduZAasTgNHAl2VLT/ywv2A/01ZP47EV\nj7FtzzasYyzGtBtD4yMa+52aiFQBsTGxPNTjIeJi4rjp/ZvIL8zngtYX+J2WiIhIiZXlOVmXAEts\n2/4qeJ1t27ssy/oKOB13AgypBPIL83nzxzf59xf/ZvPvmxnSagg3tr+RFkkt/E5NRKqYGBPDv077\nF3ExcYxdOpa8wjwuPe5Sv9MSEREpkbIMF3weuBjILGb9qV4bFVkRrqCwgJnrZvLw5w+zPmc9A5oP\n4KW+L3Fs8rF+pyYiVViMieHurndTLaYaty27jbzCPK48/kq/0xIRETmkshRZ5hDra+HOMCgRqtAp\nZG7mXB787EF+2PEDZzU5i6d6PcXx9Y73OzUREQCMMUzsPJH4mHgmfDiB/MJ8rj7xar/TEhEROahS\nFVmWZZ0InBywqLtlWaH2UQe4GvihDLlJOXEch4UbF/Lg5w/y7W/f0qNRDx46/SHaN2jvd2oiIn9h\njOG2TrcRFxvH5I8ns79gP9e3u97vtERERIpV2p6sIcAE798O8HfvFcoO4JLDzEvKgeM4LMpcxB3v\n3cGKrSs4NfVUpg+cTuejOvudmojIQRljGNdhHHExcdz/2f3kFeZxU/ubMOZQgypEREQqXmmLrGeA\nWbhDBT8B7gTmBrVxgN3AWtu2NVzQZ47jsDJ7JRnrMpi1bhaZOZm0a9COaf2n0b1Rd31AEZFK5cb2\nNxIXE8d9n95HXmEet3S4xe+URERE/qJURZZt278AvwBYlnUGsMq27a3lkZgcvqLCata6WWSsyyAz\nJ5M61evQv1l/pvafyklHnKTiSkQqrdEnjyYuJo67Pr6LvMI8Hu73sN8piYiI/ElZnpP1fjgTkbJx\nHIfvsr87UFitz1l/oLC6p+s9dGvUjbiYOJKTk8nOzvY7XRGRMvn7iX8nPjaeO5bfQWxcLOPbjdcf\nj0REJGKUZXZBLMvqC1wBtADq8tcZBx3btluWJYYUz3EcVmWvYtZ6t7Bat3MddarXoV/TfkzuOpnT\nGp1GXEyc32mKiJSLEW1HYIzh9mW3c3Ldk0lrnuZ3SiIiIkDZHkY8FvgXsAX3/qxvwpWUFM9xHL7f\n/v2Be6zW7lxLnep16Nu0L3d1uYtuDbsRHxvvd5oiIhXi0jaX8uGWD/nn8n/SvVF3jog/wu+URERE\nytSTNQZYBKTZtp0XpnwkBMdxWL19NRnrMshYl8HanWtJik+iX7N+TOwykdManqbCSkSqJGMMD/d+\nmJP/ezL3f3o/d3e72++UREREylRk1QXeVIFVflZnryZjvVtYrdmxhsT4RPo168eEzhPo3qi7CisR\nEaBxYmPGdRjHpI8mMfRvQ/XMPxER8V1ZiqxPgGPDlYi4VmevPnCP1Y87fiQxPpG+Tfvyz1P/SY9G\nPVRYiYiEcHnby3lrzVuMWzqOuUPm6n5UERHxVVmKrFHAXMuyPrNt+7VwJVQV5ebl8vQ3TzM7czar\nfltFYnwifZr24Y5T76B7o+5Uj63ud4oiIhEtNiaWKd2nkJaexv99839cc9I1fqckIiJVWFmKrDe8\n7V+2LOtJYBNQENTGsW37pDLEiHprd6zlqoVXsSFnA0NbD+WWU26hx9E9VFiJiJTSCfVO4Iq2V/Dg\n5w8ysMVAGh/R2O+URESkioopw7bZwI/AEuALYCvwW9BLD2Q6iNnrZ5OWnkaBU8DcIXN5duCz9G7a\nW1izKOIAACAASURBVAWWiMhhGtthLMk1krlt2W04juN3OiIiUkWV5WHEPcOYR5WSV5jHvZ/cyzPf\nPMM5Lc7hge4PUDu+tt9piYhUerXianFPt3sYsWAEb697m0EtB/mdkoiIVEFl6cmSw5C1OwtrlsVz\n3z7HXV3u4okzn1CBJSISRn2a9iGteRoTPpzAzn07/U5HROT/t3fn8VaO+//HX7vajVQ2qTgoQuQY\nGglFEsWRksvMqWPM/DsOkVRycnLMfDMcQ2YuMmRqIGMZOuaTMUOOoYEQ0rx/f6y1nV0atNfaa619\n93o+HvvBXve97/d11d5X+7Ou+74urYUy2Yy40+85L8b4fEUzkmbyV5M5aeJJ1KhWgwf+9ADtGrfL\nd5MkKZEu3OVC9rh/D4a/OpwRu4/Id3MkSWuZTBa+eBb4PTe8V88gIxGWli5l5FsjGfHvEXRs2pH/\n6/J/bFBng3w3S5ISq2m9ppzb7lwGTh5In636+KaWJCmnMimy9lzBa9WBZsDxpG5FHJDB9RPhhwU/\ncMZzZzB++nhO2/E0zmpzFtWrrfV1pyRVuqO2OYoHpj3AOS+cw9heY91nUJKUM5ksfPHcyo6FEEYB\nLwB7ABMrmlHV/efb/3D8hOP5fsH3jOo2ir032zvfTZKktUb1atUZsdsIuj/UnRveuYFTdzw1302S\nJK0lKmXhixjjUuBe4NjKuH5VcO8H99LzkZ7Ur1Wfsb3GWmBJUh60Wr8Vx//xeK58/Uo+m/tZvpsj\nSVpLVObqgiVAw0q8fkH6ZfEv/PW5v/LX5//KQVsexMN/ephN62+a72ZJ0lrr/7X+fzSq04gBLw5w\n7yxJUk5ksrrgyiqHhkAn4G+kbhlca0yfO53jnjqOj7//mMs7X84hWx2S7yZJ0lqvbnFdhu82nKPG\nHsVDHz9E7xa9890kSVLCZbLwxWesfHXBIuBl4IQMrl+ljJ8+ntOfPZ2S2iWM6TmGVuu3yneTJElp\nXTbpwgGbH8CQl4aw5x/2ZL3a6+W7SZKkBMukyOrHb4usUuA74OMY47sZXLvKWLx0Mf987Z9c++a1\n7LPZPlzR+Qoa1GqQ72ZJkpYzdJehdL6/M39/9e9c2unSfDdHkpRgmawuOCqL7aiSZs+bTf+J/Xl5\nxssMbD+Qk7Y/iaKionw3S5K0AhvW3ZDz2p/HgBcH0GfLPuzcdOd8N0mSlFCZzGT9KoSwLbBZ+tPp\na8Ms1pQZUzjx6RNZUrqE+3rcR8eNOua7SZKk1Tii5RE88NEDnP3C2Uw4aAK1qtfKd5MkSQmU0eqC\nIYSeIYSPgXeAx9If74QQpoUQDshGAwtNaWkpN75zI30e68Om627KuN7jLLAkqYqoVlSNEbuNYPrc\n6Yx8a2S+myNJSqgKF1khhB7A6PSn5wG90h/nkVr44sEQwr4Zt7CA/LjwR054+gSGvjyUv2z3F+L+\nkcZ1G+e7WZKkNdCypCUn7XASV79xNdO+n5bv5vxq7sK5nPX8WQx+fnC+myJJylAmtwsOAt4Gdo8x\n/lzu9TEhhGuBF4HBwNgMMgrGpz98ymGPHcasebO4seuN7Nd8v3w3SZJUQafvdDqPfvIoA14cwP37\n3Z/352mnzJzCKRNPYea8mSxauoiOG3SkXZN2eW2TJKniMrldcHvgtuUKLADSr41Kn5MIZzx3BjWr\n1eSJA5+wwJKkKq5OjTpcvNvFvPT1S8SPYt7asXjpYq54/QoOevQgmtRrwnMHP0fbpm05d9K5LF66\nOG/tkiRlJpMiaz5QsorjJelzEmHXprvyaM9H2aLhFvluiiQpCzpt3IneLXoz7OVhzJk/J+f5X/70\nJQc/djCXv345p+90OqP3H81m9Tfjqm5X8cF3H3DL1Fty3iZJUnZkUmRNBE4PIeyy/IEQQgfgNOCp\nDK5fUP7W9m/ULa6b72ZIkrJo8M6DKaWUoS8PzWnuo588StfRXfny5y8Zvf9o/trmr9SolrqDv3WT\n1hy9zdFc+tqlfP3z1zltlyQpOzJ5Juts4CXgxRDCq8AH6de3BtoDs4BzMmte4cj3/fqSpOzboM4G\nDOowiL8+/1f6bNmH3TfevVLzfl70MxdMvoB7P7yX/Zvvz4jdR9CwVsPfnHd227N57NPHuPDlC7lu\nr+sqtU2SpOyr8ExWjPFTUs9cXQ2sBxyS/lgPuArYIcb4WRbaKElSpTlkq0PYucnODHhxAPMXV95d\n7u988w77PrQvYz4Zw+WdLuf6va5fYYEF0KBWAwZ1GMSYT8bw/JfPV1qbJEmVo8IzWSGEGsD8GOOZ\nwJkrOF4/hFAjxuiTu5KkglVUVMSI3UfQdXRXrn7zas5ue3ZWr7+0dCk3vnMj/5jyD1qWtGRsr7G/\n6/neg1ocxD3v38PASQN56qCn3DhZkqqQTJ7JuhqYvIrjk4DLMri+JEk50aJhC07Z8RRGvjWSD7/7\nMGvXnTlvJkc8eQTDXhnGsdsdy5gDxvzuBZSKiooYvutwPp/7Ode/fX3W2iRJqnyZFFn7Ag+s4vgD\nQI8Mri9JUs6cssMpbLLuJpzzwjksLV2a8fUmTJ9A19FdeX/O+9zT/R7O73A+NavXXKNrbF2yNcf9\n8TiufuNqPp/7ecZtkiTlRiZF1kbAl6s4/hWwcQbXlyQpZ2rXqM2I3Ubw6sxXueeDeyp8nfmL53P+\npPP58/g/03rD1jx10FN0+kOnCl/vzNZnsl7t9bjgpQsqfA1JUm5lUmR9S2olwZXZBpibwfUlScqp\njht1JGwV+Psrf2f2vNlr/PUfzPmA/R7ej7s/uJuLOl7EqG6jWL/O+hm1qV5xPYbuMpQJn09g/PTx\nGV1LkpQbmRRZY4ETQgg7LX8ghNAaOB54MoPrS5KUc4M6DKJ6teoMeXnI7/6a0tJSRr07ih4P96CU\nUh4/8HH6tuqbte0/ejTrwZ5/2JNBkwfxy+JfsnJNSVLlyWSfrEGknst6NYQwBpiafn074E+k9ska\nlFnzJEnKrZLaJVzQ4QLOeO4MDt7yYPbYZI9Vnj9n/hz++vxfGT99PMdsewyDOgyiTo06WW1TUVER\nwzoOY6/Re3HVG1cxoN2ArF5fkpRdmeyT9RXQFrgb2As4P/3RBbgLaBdj/CIbjZQkKZf6bNmHXTfa\nlXMnnbvKmaMXvnyBrqO7MmXGFG7tdivDdx2e9QKrTPMGzTl5h5O5/u3rmfb9tErJkCRlRyYzWcQY\nvwaOCSEUAY3SL8+OMZZW9JohhBOBk4Bm6ZemAhfGGMeWO+dC4FigIaml4k+KMU4rd7wWcDmpzZFr\nAeOA/jHGWRVtlyRp7VFUVMQ/dvsHXUd35crXr+Tc9ucuc3zhkoVc+tqljHxrJB036shVe1xF03pN\nK71d/Xfoz+iPRjNw0kDu7XFv1m5HlCRlVybPZP0qxlgaY5yV/qhwgZX2X+AcoDXQBpgIPBJC2AYg\nhHAOcAqpZ77aAz8D40II5dfFvRLYDzgI6ERqJcTRGbZLkrQW2bzB5py242lc//b1vDfnvV9f/+SH\nTzhwzIHc8PYNnNf+PO7tcW9OCiyAOjXqcNGuF/HiVy8y5pMxOcmUJK25jGayKkOM8fHlXjo/hHAS\nsDPwHnA6MCzG+BhACOFoYCZwIBBDCPWBfsChMcbn0uf0Bd4LIbSPMb6ao65Ikqq4/jv05+GPH+bs\nF87mhS1eIH4YGThpIBvW3ZBHej7Cjo12zHmbumzShe7NujP05aF02aQL69ZcN+dtkCStWlZmsipL\nCKFaCOFQoC4wOYTQHGgCPF12ToxxLvAKsEv6pbakisfy53wAfF7uHEmSVqtm9ZpcsvslvD7rdXa9\nbVfOfO5M9t98f8b1GpeXAqvM0F2GMnfhXC577bK8tUGStHIFWWSFELYLIfwILABGAr3ShVIToJTU\nzFV5M9PHABoDC9PF18rOkSTpd2nfpD1Hb3M0n3z3CSO7jOSKzlewTs118tqmjdfZmDN3OpNbpt7C\nu9++m9e2SJJ+q+BuF0x7H9gBaAD0AW4PIXSq7NAQwmHAYeVfa9WqVYPBgwdTv359Skszfdxs1YqL\niykpKanyGeaYk6sMc8zJVcZ1f7qOa4uupZjiSs2B39+fczqfw4OfPMigVwbx9BFPU61ozd43TdL3\nQK5yktQXcwo7J0l9SVpO2YJDQ4cOvWLq1Kk/LHf4nhjjPVCgRVaMcTHwSfrTN0II7Uk9i3UJUERq\ntqr8bFZj4I30/88AaoYQ6i83m9U4fWxVufcA9yz3cmvgtblz57Jo0aKKdOd3KykpYc6cOVU+wxxz\ncpVhjjm5yijUnGE7D+Pgxw/mhpdv4JCtD6m0nEwkKSdJfTGnsHOS1Jek5RQXF9OoUSMGDx58JvD6\nys4ryNsFV6AaUCvG+CmpQmmvsgPphS46AJPTL70GLF7unK2BTYGXctVgSZIqW8eNOtK7RW8uevUi\nvpv/Xb6bI0lKK7iZrBDCcOBJUgtVrAscAXQGuqVPuZLUioPTgM+AYcAXwCOQWggjhHAzcHkI4Tvg\nR+BqYJIrC0qSkmZQh0FMmD6Bf0z5ByN2H5Hv5kiSKMyZrA2B20g9l/UUqb2yusUYJwLEGC8BrgFu\nILWqYB2ge4xxYblrnAk8BjwAPAt8RWrPLEmSEmXDuhtydtuzuev9u3hj1hur/wJJUqUruJmsGOOx\nv+OcIcCQVRxfAJya/pAkKdGO3vZo7vvwPs6ddC6P93yc6tWq57tJkrRWK8SZLEmStAZqVKvB8F2H\n884373DHe3fkuzmStNazyJIkKQHaNG7DES2PYMS/RzB73ux8N0eS1moWWZIkJcSAdgOoXlSdYa8M\ny3dTJGmtZpElSVJClNQuYWD7gYyeNpqXvnbXEknKF4ssSZIS5JCtD6HNhm0YOGkgi5YuyndzJGmt\nZJElSVKCVCuqxvDdhvPR9x9x839uzndzJGmtZJElSVLCbLf+dvRt1ZfLXruML3/6Mt/NkaS1jkWW\nJEkJdFabs1ineB2GvDwk302RpLWORZYkSQlUv2Z9Bu88mCc+fYJn/vtMvpsjSWsViyxJkhKq5xY9\n6di0I+dPPp/5i+fnuzmStNawyJIkKaGKiooYvutwvvzpS657+7p8N0eS1hoWWZIkJdiW623JCduf\nwDVvXsNncz/Ld3Mkaa1gkSVJUsKdvuPpbFBnAwZNHkRpaWm+myNJiWeRJUlSwtUtrsuwXYYx8b8T\nGfvZ2Hw3R5ISzyJLkqS1QLfNurHXJntxwUsXMG/RvHw3R5ISzSJLkqS1QFFREcM6DmPO/Dlc+caV\n+W6OJCWaRZYkSWuJzepvxik7nsINb9/Au7PfzXdzJCmxLLIkSVqL9N+hP80aNOOA+w/gw+8+zHdz\nJCmRLLIkSVqL1Kpei/t63Md6tdej16O9mDJjSr6bJEmJY5ElSdJapkm9Jkw4fALblGzDoU8cyrjP\nxuW7SZKUKBZZkiSthRrWbsid+95Jl027cOxTx3LX+3flu0mSlBgWWZIkraVq16jN9V2u5+htjubs\nF87mitevcLNiScqCGvlugCRJyp/q1apzUceLaFy3MSP+PYIZP89g+K7DqV6ter6bJklVlkWWJElr\nuaKiIk7b6TQ2rLshZ79wNt/88g3XdrmWOjXq5LtpBeGnhT8xetpo3vvhPXZrvBtdN+1K7Rq1890s\nSQXMIkuSJAFw6NaHsn7t9Tnx6RM5/InDuXWfW2lYq2G+m5U37815j9vfvZ3R00bzy+Jf2HK9Lbnj\nP3dQv2Z99m++P7237E2HJh2oVuTTF5KW5aggSZJ+tfdmexP3i3z4/Yf0frQ3X/30Vb6blFMLlizg\noWkP0WtML7qO7sq46eM4/o/H88qhr/DmcW/y/MHP069VP1786kX6PNaHDvd04OJXL+aDOR/ku+mS\nCohFliRJWkabxm145IBH+GnRTxwwZu3YtPjzuZ8z/NXhtLu7Hac8cwrF1Yu5seuNvHLYK5zV5iw2\nWmcjALZouAV/a/s3Jh8ymYcPeJium3blzvfvpMvoLnR7sBs3vH0DM+fNzHNvJOWbRZYkSfqNFg1b\nMOaAMTSs1TCxmxYvWbqECdMncNTYo+h4X0fueO8OerXoxXMHP0fcL7Jf8/0orla8wq8tKiqiXeN2\nXLzbxbxxxBvc2u1WmtVvxoh/j6Dt3W057InDuP/D+/lp4U857pWkQuAzWZIkaYWa1GvC6P1H85cJ\nf+HQJw5lZJeR7NNsn3w3K2Pf/PIN93xwD3e+dydf/PQF22+wPZd2upSeW/Ss0GIfNavXpNtm3ei2\nWTd+WPADT3z6BKOnjeaM585gwIsD6N6sO7237E2njTtRo5q/eklrA3/SJUnSSjWo1YA7972TU589\nlWOfOpZ/7PYPjmh5RL6btcZKS0t5dcar3PbebTzx6RNUL6pOzy16cvS2R7Njox2zltOgVgMOa3kY\nh7U8jC9/+pKHpz3M6GmjeWjsQ2xQZwN6bt6T3lv2ZocNdqCoqChruZIKi0WWJElapbJNiy946QLO\nfuFsZs2bxRk7nVElioQfF/7I6I9Gc/t7t/PBdx/QvH5zzmt/HgdveTDr1V6vUrM3XmdjTt7xZPrv\n0J+pc6by4EcP8vDHD3Pz1JvZosEW9G7Rm94terNp/U0rtR2Scs8iS5IkrVZV27R46rdTuf3d23lw\n2oMsWLKAfTbbhyG7DGG3jXbL+ZLrRUVFbLf+dmy3/nYMbD+QSV9PYvRHoxn59kj++do/ade4Hb1b\n9Gb/zfenpHZJTtsmqXJYZEmSpN+l0Dctnr94Po9/+ji3v3c7/575b5rUbcJJ25/EYS0Po2m9pvlu\nHpAqVjtt3IlOG3fi4kUXM376eEZPG835k8/ngpcuoMsmXTilwym0btA6302VlAGLLEmStEYKbdPi\n6XOnc9nblzHqrVHMmT+H3TfenX91/Rd7b7b3SlcHLAR1i+tyYIsDObDFgXzzyzeM+XgM9390P3+K\nf2JQh0GcuP2J+W6ipAqyyJIkSWts78325r797uOYccfQ+9He3LHvHWy8zsaVnru0dCnTvp/GlJlT\nmDJjClNmTuGzuZ/RsFZDDt7yYI7a5ii2aLhFpbcj2zaoswH9tutH31Z9uWbqNQx7aRgz581kUIdB\nOb+9UVLmLLIkSVKFtG3clkcOeITDnzycnmN6cnf3u9lqva2ymjF/8Xzemv1WqqiaOYV/z/w33y/4\nnmpF1Wi1fiu6bNKF9k3ac/AOBzP/x/lZzc6HoqIihnQawrpF6zJo8iBmz5vN5Z0vp2b1mvlumqQ1\nYJElSZIqrGzT4iPHHkmvR3sxqtso2jVpV+HrffvLt78WVK/OeJV3vnmHRUsXUa+4Hm02bMNfWv2F\ntk3a0rpRa9apuc6vX1e3uC7zqfpFVpm+rfrSqE4jTn3mVL6Z/w03db1pmf5KKmwWWZIkKSMV3bS4\ntLSUj3/4+Nfb/l6d8Sqfzv0UgKb1mtK+SXt6t+hNu8btaFnScq3byLdstcF+4/vR5/E+3LHPHTSq\n2yjfzZL0O6xdo5UkSaoUv2fT4gVLFvD27Ld/namaMmMK3y34jiKK2KZkGzr/oTNnNT6Ldk3a5eT5\nrqqg40YdefBPD3Lk2CPpOaYnd3W/i+YNmue7WZJWwyJLkiRlxfKbFn/989d0bNaRZ6Y9w5SZU3hr\n9lssXLqQujXqstOGO/HnVn+mXeN2tN6wNevWXDffzS9Y266/LWMOGPPrs2937HsHOzTaId/NkrQK\nFlmSJClrlt+0+IrXr6BJ3Sa0bdyWgR0G0r5xe7Zdf9u17ta/TP1h3T/w8AEPc/S4o+nzWB9u2vsm\nOv+hc76bJWklHOEkSVJWlW1a3HXTrvyh0R9Yd8m6FBUV5btZVV5J7RJij8gJT5/A0WOP5oo9rqB3\ni975bpakFXDjBUmSVCm2XX9bmjVsZoGVRXWL63JLt1s4aMuDOPWZU7n+7evz3SRJK+BMliRJUhVS\nXK2YyzpdRuO6jRn2ipsWS4XIIkuSJKmKKSoq4px257Bh3Q3dtFgqQBZZkiRJVZSbFkuFyXllSZKk\nKmz/zffnru538easN+nzeB9mz5ud7yZJaz2LLEmSpCqubNPiWfNm0XNMTz794dN8N0laq1lkSZIk\nJUDZpsU1qtWg55ievDX7rXw3SVprWWRJkiQlRNmmxZvW35Q+j/XhuS+ey3eTVKBKS0uZt2hevpuR\nWBZZkiRJCVK2afEuTXfh6LFH8+C0B/PdJBWY+Yvnc8y4Y9j6uq35z7f/yXdzEskiS5IkKWHqFtfl\n5m43u2mxfmPBkgUc99RxTPpqEhvW25BDHj+Et2e/ne9mJY5FliRJUgKVbVp82o6nMeyVYQx9eShL\nS5fmu1nKowVLFnDshGOZ/NVkbu12KxOPnMjmDTbnkCcO4fVZr+e7eYniPlmSJEkJtfymxbPmzeKK\nzldkbdPi0tJSflr0EzPnzeTrn79m5ryZzPx5JjPmzWDGvBnMmjeLTs06cVzL46hfs35WMlUxC5Ys\n4LgJxzH5q8nc0u0WOv2hEw1qNeDu7ndz9NijOeyJw7hz3ztp16RdvpuaCBZZkiRJCVd+0+Jv53/L\nTV1vooSSVX7N/MXzmTVvVqpg+nkGM+eliqeyImrmvJnM+HkG8xYvu3hCw1oNaVy3MU3qNmHjdTbm\n+tevZ9RbozirzVkc0fIIalTz189cKyuwXvzqRW7tdiud/9D512Pr1lyXO7vfyTHjjuHwJw/n9n1v\nZ5emu+SxtclQcN/lIYRzgV5AS+AXYDJwTozxw+XOuxA4FmgITAJOijFOK3e8FnA5cAhQCxgH9I8x\nzspFPyRJkgrJ/pvvT0ntEvqN70efx/twxT5X8Pmsz5cpmGbOm/nrrNT3C75f5utrV69Nk3pNaFK3\nCU3qNWH7DbZPFVPp1xrXa0zjuo2pU6POMl83v3g+5z51LgMnDeS2d2/jgg4XsMcme+Sw52u3BUsW\ncPxTx6+wwCpTr7ged+x7B33H9+XIJ49k1D6j2H3j3fPQ2uQouCIL2B24Bvg3qfZdDIwPIWwTY/wF\nIIRwDnAKcDTwGXARMC59zsL0da4EugMHAXOB/wNGp68vSZK01inbtPjIsUfS9a6uAFQvqs6GdTf8\ntVjq0KQDTeo1+XU2quz/69esT1FR0RpnbrTuRlzR+Qr6terHkJeGcMTYI+iySRcGdRjEVuttle0u\nqpwFSxZwwlMn8MKXL3DL3ressMAqU6dGHUZ1G8VxTx3Hn8f9mZv2vok9N9kzh61NloIrsmKMPcp/\nHkL4MzALaAO8mH75dGBYjPGx9DlHAzOBA4EYQqgP9AMOjTE+lz6nL/BeCKF9jPHVXPRFkiSp0Gy7\n/rZM7DORH4p+oO7iuqxfZ32qFVX+Wmh/3OCPPLD/Azz52ZNc9MpFdB3dlSO3OZKz2pxFSe1V37qo\nNVdWYD3/5fPcvPfNv2v2sHaN2ty0902c8NQJ9Bvfjxu73sjem+1d+Y1NoKqwumBDoBSYAxBCaA40\nAZ4uOyHGOBd4BSi7gbQtqQKy/DkfAJ+XO0eSJGmt1LBWQ3ZqshON6jbKSYFVpqioiB7Ne/DMwc9w\nXvvzeGjaQ+x6365c//b1LFiyIGftSLqFSxYuU2CtyYxUreq1uLHrjXTdtCvHPXUcT376ZCW2NLkK\nusgKIRSRuu3vxRjju+mXm5AqumYud/rM9DGAxsDCdPG1snMkSZKUB7Wq1+LE7U/kxfAivVr0Yvir\nw+nyQBee+PQJSktL8928FSotLeWbX77JdzNWa+GShZzw9Ak898Vza1xglalZvSYj9xpJ92bdOeHp\nExjz8ZhKaGmyFXSRBYwEtgUOzXdDJEmSlF3r11mf4bsO56mDnqJ5/eYc99RxHPz4wbzzzTv5bhqQ\nKlie/+J5Bk4aSPt72rPDnTtw6EOH8tVPX+W7aStUVmA9+99nublbxQqsMsXVirlmz2vouUVPTn7m\nZB6c9mAWW5p8BfdMVpkQwrVAD2D3GOPX5Q7NAIpIzVaVn81qDLxR7pyaIYT6y81mNU4fW1nmYcBh\n5V9r1apVg8GDB1O/fv1Kf2eluLiYkpLKvSc5FxnmmJOrDHPMyVWGOebkKmNtzdm5ZGee2OIJxn8y\nngETB9D9oe4cud2RDOk0hI3W3ShrOb/HDwt+YNzH43hs2mOM+3gccxfOZZP6m9CzZU+2XG9LLnn5\nEvb8bE8G7TaI/m36V8qS9BXpy8IlCznikSN49otnua/3fey7xb5Zybm91+30H9uf0545jdp1anPk\nH49co3b93pxsyEVO2eIvQ4cOvWLq1Kk/LHf4nhjjPQBFhTglmy6wegKdY4yfrOD4V8A/Y4xXpD+v\nT6rgOjrGeH/689mkFr54KH3O1sB7wM5ruPBFa+C12bNns2jRooz6tTolJSXMmTOnymeYY06uMswx\nJ1cZ5piTqwxzYPHSxdz1/l1c+tql/LL4F07e4WRO3P7E3ywNn2lOeV/+9CUTpk9g3PRxvPT1Syxa\nuojt1t+OfTbbh27NutGqpNWvv1xXr1edc8efy6h3R7FNyTaM2H0ErTdsXaHclVnTvixcspCTnj6J\nif+dyE1738Rem+6V1ZylpUsZ8OIA7n7/bkbsPoIjWh7xu9u2JjmZykVOcXExjRo1gtSifK+v7LyC\nm8kKIYwkNZt0APBzCKFx+tAPMcb56f+/Ejg/hDCN1BLuw4AvgEcgtRBGCOFm4PIQwnfAj8DVwCRX\nFpQkSSpcNarV4Jhtj+HALQ7k6jev5qo3ruKu9+/i3Hbn0qtFr6ws1FFaWsq7c95l/PTxjJs+jne+\neYcaRTXYZaNdGLzzYLpt1o2N19l4hV/boFYDLtr1Ig7e6mDOefEcDnjkAI7c5kgGtBtAw1oNM27b\nmlq4ZCH9J/Zn4n8n8q+9//W7C6w1Ua2oGiN2G0FxtWLOfuFsFi1dxJ+3/XPWc5Kk4Ios4ERSC1s8\nu9zrfYHbAWKMl4QQ6gI3kFp98AWge7k9sgDOBJYAD5DajHgscHKltlySJElZ0aBWAwZ1GMRRhOi9\nsQAAHcxJREFU2xzF31/5O6c9exq3TL2FITsPoV2Tdmt8vUVLF/HK16/8Wlh98dMXrFO8Dl026cKJ\nfzyRPTfZkwa1Gvzu6+3QaAce7/k4t717GyP+PYInP3uSwTsPptcWvSq0n1hFLFq6iP4T+/PU50/x\nr67/ouumXSstq6ioiIs6XkSNajUYOGkgi5Ys4rg/HldpeVVdwRVZMcbf9fZEjHEIMGQVxxcAp6Y/\nJEmSVAU1q9+Mf+39L17++mWGvDyEAx89kP2b78/A9gPZtP6mq/zaHxf+yLNfPMv46eN5+vOn+WHh\nDzSp14R9NtuHfTbbh12a7kLN6jUr3Lbq1arTb7t+9GjegyEvD+HUZ07l3g/uZfiuw2nRsEWFr/t7\nLFq6iJOePunXAisX+1kVFRUxZOch1KxWkyEvD2Hx0sWctMNJlZ5bFRVckSVJkiQtb+emO/PEgU/w\nwEcPMGLKCPZ4YA+O3e5YTt3xVNatue6v5834eQbjp49n/PTxTPpqEguXLmSbkm3o26ov+2y2D3/c\n4I9Zn2lqUq8J1+91PYdudSjnTTqPvUfvzck7nswpO5xC7Rq1s5oF6Rmsp/vntMAqU1RUxHntz6O4\nejEXvXoRC5cu5PSdTs9ZflVhkSVJkqQqoVpRNcJWgf2b78/It0dy3VvXce8H93LGTmewpMYSHn7/\nYd6c/SbVi6rToUkHBnYYSLdNu612xitb9thkD57u8zTXvHkN1755LQ9Ne4jhuw6n8x86Zy2jrMCa\n8PkEbux6Y04LrDJFRUWc3fZsiqsVc8m/L2HR0kX8tfVfc3abZFVgkSVJkqQqpW5xXc5qcxaHb304\nF0+5mEEvDWKdmuvQeePO9GvVjy6bdGG92uvlpW11atTh7LZn07tFbwa8OIDDnzycnlv0ZPDOg2lc\nt/HqL7AKZc9glRVY3TbrlqVWV8yZrc+kuFoxF0+5mEVLFzGg7QALrTSLLEmSJFVJG62zEdfseQ3n\ntT+PLZpuwby58/LdpF+1aNiC+/e7n9HTRnPhyxfSOXZmQLsBHLXNUVSvVn2Nr7do6SJOnngyE6ZP\n4Ia9bsh7gVXmlB1PobhaMRe+ciGLlixiUIdBFlpA5mtgSpIkSXnUtF7TSnn2KVNFRUX02bIPzx38\nHAdscQADJw/kT4/8ibdnv71G11m0dBGnTDyF8dPHc8NeN7BPs30qqcUVc8L2J3BRx4u44Z0buOCl\nCyjEfXhzzSJLkiRJqkTr1V6PS3a/hEcOeISFSxey3yP7MWjyIOYunLvary0rsMZ+NrYgC6wyfVv1\n5R+7/YNbpt7CuZPOZWnp0nw3Ka8ssiRJkqQcaNu4LWN7jeX89udz7wf3ssf9ezDm4zErnflZvHTx\n/wqsroVbYJU5apujuKzTZdz53p387fm/sWTpknw3KW8ssiRJkqQcqVGtBidsfwLPHvwsOzXaiZMm\nnsRRY4/is7mfLXPe4qWLOeWZVIF1/V7Xs2+zffPT4DV06NaHctUeVxE/ipz53JlrbaFlkSVJkiTl\n2MbrbMzN3W7m1m638uH3H7LXA3tx1RtXsWDJgl8LrCc/fZLr97qe7s2757u5a+SgLQ/i2j2v5eGP\nH+bUZ09l8dLF+W5Szrm6oCRJkpQn3Tbrxm4b7caVb1zJ5a9dzuiPRrPVBlsx4dMJXLfXdVWuwCrT\nc4ue1KhWg/5P96fzHZ3p1bwXPZr3oEm9JvluWk44kyVJkiTlUd3iupzX/jzG9R5HSe0SJnw6gZF7\njaRH8x75blpG9mu+H3d1v4vG9Rpz4SsX0vbutvR+tDe3/OcWZvw8I9/Nq1TOZEmSJEkFoGVJSx78\n04NQB6rNT8ZcyG4b78YBfzyAT77+hHHTx/HYJ48x9OWhXPDSBXRo0oH9N9+fHs17ZLxRc6FJxt+e\nJEmSlADViqqxQd0N8t2MrGtYqyGHbHUId+x7B28d9RaXdb6MusV1GfLSENrc1YaDHj2IUVNHMWve\nrHw3NSucyZIkSZKUM2UF1yFbHcJ3879j/PTxPPrJowx+aTDnTz6fnZvunJrhataDDetumO/mVohF\nliRJkqS8WK/2ehyy9SEcsnWq4Cq7pXDw5MGcP+l/Bdd+zfajUd1G+W7u7+btgpIkSZLybr3a63Ho\n1odyZ/c7efPIN7m006XUql6LwZMH0/ru1vR5rA+3vXsbs+fNzndTV8siS5IkSVJBKSu47up+F28c\n+QaX7HYJNavVZNDkQbS+uzUHP3Ywt797O9/88k2+m7pCFlmSJEmSClZJ7RIOa3kYd/e4mzePfJMR\nu42gRrUanD/5fHa6ayfC44Hb372dWT8XzqIZPpMlSZIkqUooqV3C4S0P5/CWhzNn/hye/OxJHvvk\nMc6ffD5fzP+C81qfl+8mAhZZkiRJkqqgktolHNHyCI5oeQRz5s+hXv16sDDfrUrxdkFJkiRJVVpJ\n7RKartM03834lUWWJEmSJGWRRZYkSZIkZZFFliRJkiRlkUWWJEmSJGWRRZYkSZIkZZFFliRJkiRl\nkUWWJEmSJGWRRZYkSZIkZZFFliRJkiRlkUWWJEmSJGWRRZYkSZIkZZFFliRJkiRlkUWWJEmSJGWR\nRZYkSZIkZZFFliRJkiRlkUWWJEmSJGWRRZYkSZIkZZFFliRJkiRlkUWWJEmSJGWRRZYkSZIkZZFF\nliRJkiRlkUWWJEmSJGWRRZYkSZIkZZFFliRJkiRlkUWWJEmSJGWRRZYkSZIkZZFFliRJkiRlkUWW\nJEmSJGWRRZYkSZIkZZFFliRJkiRlkUWWJEmSJGWRRZYkSZIkZZFFliRJkiRlkUWWJEmSJGWRRZYk\nSZIkZVGNfDdgRUIIuwN/A9oATYEDY4xjljvnQuBYoCEwCTgpxjit3PFawOXAIUAtYBzQP8Y4Kyed\nkCRJkrRWKtSZrHrAm0B/oHT5gyGEc4BTgOOB9sDPwLgQQs1yp10J7AccBHQCNgJGV26zJUmSJK3t\nCnImK8Y4FhgLEEIoWsEppwPDYoyPpc85GpgJHAjEEEJ9oB9waIzxufQ5fYH3QgjtY4yv5qAbkiRJ\nktZChTqTtVIhhOZAE+DpstdijHOBV4Bd0i+1JVVAlj/nA+DzcudIkiRJUtZVuSKLVIFVSmrmqryZ\n6WMAjYGF6eJrZedIkiRJUtYV5O2C+RJCOAw4rPxrrVq1ajB48GDq169PaelvHg/LquLiYkpKSqp8\nhjnm5CrDHHNylWGOObnKMMecXGWYUzFFRaknmYYOHXrF1KlTf1ju8D0xxnugahZZM4AiUrNV5Wez\nGgNvlDunZgih/nKzWY3Tx1Yo/Ydyz3IvtwZemzt3LosWLcq07atUUlLCnDlzqnyGOebkKsMcc3KV\nYY45ucowx5xcZZhTMcXFxTRq1IjBgwefCby+svOq3O2CMcZPSRVKe5W9ll7oogMwOf3Sa8Di5c7Z\nGtgUeClnjZUkSZK01inImawQQj2gBakZK4DNQwg7AHNijP8ltTz7+SGEacBnwDDgC+ARSC2EEUK4\nGbg8hPAd8CNwNTDJlQUlSZIkVaZCnclqS+rWv9dILXJxGanpuKEAMcZLgGuAG0itKlgH6B5jXFju\nGmcCjwEPAM8CX5HaM0uSJEmSKk1BzmSl97ZaZQEYYxwCDFnF8QXAqekPSZIkScqJQp3JkiRJkqQq\nySJLkiRJkrLIIkuSJEmSssgiS5IkSZKyyCJLkiRJkrLIIkuSJEmSssgiS5IkSZKyyCJLkiRJkrLI\nIkuSJEmSssgiS5IkSZKyyCJLkiRJkrLIIkuSJEmSssgiS5IkSZKyyCJLkiRJkrLIIkuSJEmSssgi\nS5IkSZKyyCJLkiRJkrLIIkuSJEmSssgiS5IkSZKyyCJLkiRJkrLIIkuSJEmSssgiS5IkSZKyyCJL\nkiRJkrLIIkuSJEmSssgiS5IkSZKyyCJLkiRJkrLIIkuSJEmSssgiS5IkSZKyyCJLkiRJkrLIIkuS\nJEmSssgiS5IkSZKyyCJLkiRJkrLIIkuSJEmSssgiS5IkSZKyyCJLkiRJkrLIIkuSJEmSssgiS5Ik\nSZKyyCJLkiRJkrLIIkuSJEmSssgiS5IkSZKyyCJLkiRJkrLIIkuSJEmSssgiS5IkSZKyyCJLkiRJ\nkrLIIkuSJEmSssgiS5IkSZKyyCJLkiRJkrLIIkuSJEmSssgiS5IkSZKyyCJLkiRJkrLIIkuSJEmS\nssgiS5IkSZKyyCJLkiRJkrLIIkuSJEmSssgiS5IkSZKyqEa+G1DZQggnA2cBTYC3gFNjjFPy2ypJ\nkiRJSZXomawQwiHAZcBgYCdSRda4EMIGeW2YJEmSpMRKdJEFnAncEGO8Pcb4PnAiMA/ol99mSZIk\nSUqqxBZZIYRioA3wdNlrMcZS4Clgl3y1S5IkSVKyJfmZrA2A6sDM5V6fCWy9BtepDVCjRuX/URUV\nFVFcXFzlM8wxJ1cZ5piTqwxzzMlVhjnm5CrDnIopVxPUXmVbSktLK7Uh+RJCaAp8CewSY3yl3Osj\ngE4xxt/MZoUQDgMOK/9a9+7dN+7bt2/rym6vJEmSpKrh1ltvff3JJ5/8crmX74kx3gPJnsn6BlgC\nNF7u9cbAjBV9QfoP5Z7lXl7/1ltvHd+3b99TgflZb2U5Q4cOvWLw4MFnVvUMc8zJVYY55uQqwxxz\ncpVhjjm5yjCnwmoDzfr27Tuub9++367spMQWWTHGRSGE14C9gDEAIYSi9OdXr8Glvn3yySe/7Nu3\n7+RKaOYypk6d+gPwelXPMMecXGWYY06uMswxJ1cZ5piTqwxzMrLauiCxRVba5cCodLH1KqnVBusC\no/LZKEmSJEnJldjVBQFijJHURsQXAm8A2wP7xBhn57VhkiRJkhIr6TNZxBhHAiPz3Q5JkiRJa4dE\nz2Rl0fKLYVTlnCT1xZzCzklSX8wp7Jwk9cWcws5JUl/MKeycJPUliTmrldgl3CVJkiQpH5zJkiRJ\nkqQsssiSJEmSpCyyyJIkSZKkLLLIkiRJkqQsssiSJEmSpCyyyJIkSZKkLLLIkiRJkqQsqpHvBkiS\nVIhCCE2ADkCT9EszgFdijDNylF8PaBNjfD4XedkSQqgeY1xS7vMOQC3gpRjjokrMvRUYGGP8qpKu\nXww0A2bFGH+opIyGwMHApsB04P5sZIUQ2sQYX8v0Or8za0NgO+C1GOMPIYTGwDGk3th/PMb4Thaz\nNgd2A5oCS4FPgAkxxrnZykjn5G0scBxY49xKHQfWhJsRr4aD6u/OStSg6i9XFZPkQbWyxwLHgTXO\nqrRxIP3zdwNwKFAKzEkfKgGKgHuAE2KM8zLNWk07dgBejzFWz/A6xcDfgd6k+nJ9jPGWcscbA19l\nIacpcD+wMzAJOBC4A+iRPuUjYI8Y49cZ5my/kkP/BgKp7wVijG9nkHE2cE2M8ZcQQnVgBHAqqTen\nl5Lq1wmZjmshhAeBu2OMD4QQWgHPkvqe+4TUeFMKdIkxvpdhTtnPyC3AqEosRPcAHgPqAjOBfdOf\n/0Lqz60ZcECMcXyGOfWAUcBB6ZdKgVlAo3TWgBjj/2WSUS4nr2OB48BKcyp9HMiUM1nlrG5QDSHk\nalAdFkLIeFAFpoQQcj6ohhCWH1SHhBAqfVANIWQ8qK5uQA0h5OSXK6AF8AxQ5QbVEMIKB9UQQmUO\nqkcAj6S/3zMeVHMxFjgOVDin0scB4CqgPbAf8FTZGwfp74W9gGvS5xyXYU6uDASOBi4FGgKXhxA6\nxBhPKHdOURZyRqSv04vUz+RjwBJgE1Jj2d3ptpySYc6bpP7eV9Tm0enXS8ls/LyY1PfZL8CZQD/g\nBOBVYCfg8vTrl2SQAbAHcF76//8JjAf6xhgXpsfv64ArgX0yzAGYCJwODA0hjANuAh4t/8ZYFgwj\n9ec2ADgJeBx4OMZ4CkAI4Z/AYFL9zMTlpN5g2R6YT+rv6xNgKKl/v68JIXwXY7w7w5wkjQWOAzlm\nkbUsB9WKSdKgmqQBFRxUKyoXY8EeOA5URC7GgYOA/WKMk8u/mP7zGh9C6EfqezyjcSCEMGc1p2Tr\nl4MjgGNjjI+lc0cBT6ZngPulz8nGbS1dgd4xxpfTb7Z8A+wdY/wynXsB8K8s5LwNfAGcRepnFFI/\n+x8B3dP/zVT5MeZwUjMjo9KfvxtCADiXzH8fqA2UvVmzI6nvu4UAMcZFIYRLSI072XA+0B/oServ\n/QHgmxDCbcDNMcYPs5CxPfDnGONPIYQrgOGkxpsyN5Kdfz97A/vGGP8DEEI4HvgKGBpjvCWEUAf4\nG6l/ezJR6WOB40CF5WIcyIhF1rIcVCsmSYOqv1xVTNIG1VyMBY4DFZOLcaAasHAVxxeSnYWjapEq\npld2G+VmpArTTG0M/KfskxjjtPTM40RSM85nZyEDYD3gy3TGnBDCPFK3vpaZRqpAzlR7Uj97o4Ej\nY4xvAKR/Lr+KMU5fxdeuibKxcVNg8nLHJgPNs5DxNtAF+JjUbembAW+UO74Z/xvrMhZjXEzqz210\nCGFjUuPBn4GzQgiTYoydMoxYSGpsA6hJ6uekdrnjdfjfuJeJGkD5W4N/Sr9WD5hH6s2cS7OQk4ux\nwHGgYnI1DlSYRdZvOaiuuSQNqv5yVTFJHFQreyxwHKiYXIwDjwE3hhD+UvY9ViaEsBOpn91HM8yA\n1Mzsf2OMt63oYPpZjGyMAzOALYDPyl6IMX4ZQtiT1G3Jo7KQAanbNpsC/01/fi3/u+UaUuPEz5mG\npN+MOCOE0B0YE0IYSWo2PduOCyH8ROp7u2S5Y+sCC7KQMQy4PYSwCLgauCKEsD7wHrA1qRnaO7KQ\n85s309Jvgg0jdWvyXvzvjbdMTAL+EUL4B6m7KF4Hzg8hHELqtuFBpJ6ZydQUUrPzZXdHnA7MjjHO\nTn++DqmxIVO5GAscByogh+NAhVlk/ZaD6ppL0qDqL1cVk8RBtbLHAseBisnFOHAKqZmw10II35H6\n/gbYkNRtt+PI/NZXSN1S2XAVx+cAt2chZyKpGdmny78YY/wqhNCF1POA2fAmsAvpGdgY44Dlju9G\n6s2FrIgxPhlCaAvcSmomO5s+538zrwuA1kD5hYj2BD7INCTG+Hh6NvZKYCNSs+hls/4LgOtJzZpn\napW3hccYn2a5748K+hup7+sXgPeBvYGRwPekxqLvSS2GkakBwIQQwkGkxugmpBbZKdMReCILObkY\nCxwHMlDJ40BGLLKW5aBaMUkaVP3lqmKSNqhW+ljgOFBhlT4OxBi/A7qHELYhtUJW+VVGX4oxvp/J\n9cvlDF/N8f8CfbMQNQxouZKML0MInUn9fWUkxthzNadMAZ7LNGe5zJlAjxDCacC3LDvLmcl1m63m\nlFdYdkzIJGt0COFhoA2pGfJqwNekVun8MRsZpMas1d2mnrEY40fAViGE9WOM36Zf7pl+M6cOqZ+f\nb1d+hd+d83oIYTtgf1J3hkyMMb5b7vj/ARmvLlhuLGhJ6t+4rI8FjgOZq6xxIFMu4b4GQgg7AwuW\nn+HI4HrVSf3ytjmVMKimf2AmpW8TqnTLDapke1BNX7MpKxlUs6myf7nKlRDCZkDLGOO4lRzfiNSz\nUyucUctiO9oD88qeo8nytU8j9QvEqTHGL7J9/ZVkZm0sSI8DlfbLleOAJEm5Z5ElSdIKpN8cWNG7\n19lakMSc7OdMjjFOqeSMpP2ZVcm/m1XkZL0/q8hfD/hTjDEbd57kLcOcymGRtZz0szBtgGdjjJ+E\n1P41J5N6h/mhlc0ImJPznGdijJ9WYk4XfrvR6Zj0rRBZY07Wcj4mtSR5levPWvB3U+VyQmpT5dHA\nrqRuHZ2ZPtSY1EIok4CDYoyzVnyFgsx5kNStlEnpT6XmJKkv5lSekKWNgvOdYU7lsMgqJ4TQG4ik\nnh2oRWrPn/tJPay9hNQy1UfHDDe3M6dwc9ID96NAW1K/uFUjteLbxqQ2O708xpjxinzmmJOkviQt\nJ4TwAKnn5PrGGD9Y7tjWpDZ2/irGeLA5ycxJUl/MySin/mpO2R54LpNf5HORYU5+ZGMp6iQZCAyO\nMW5A6qH3+0n9g713jHFf4BxSD3ebk9ycq0ntubMeqVXKRgJTY4xNgW5AvxDC6RlmmGNOrjLMqZh9\ngJOX/+UNIP3aaWRnEQ9zCjcnSX0xp+K+B75bxUc2Fj/JRYY5eWCRtaytgbvS/38fqX1XHi53/CGg\nhTmJzukOnB9jnBtjXEBqJbPDQgj1Y4wTgTOAkzLMMMecXGWYUzELgFW9S5qt7TzMKdycJPXFnIr7\nkdQqr11W8nF8FckwJw9cwn1ZPwLrk9pTqCGpP5/1yx1fn+xsbmdO4eYsYNl9hZYC1fnfz8pkoFmG\nGeaYk6sMcyrmPuC2EMKZwNMxxrnw6+0pewGXA/dkmGFOYeckqS/mVNzrADHGFS45HkL4ntVsk1Eg\nGebkgUXWsp4C/i+EcA1wCDAeuDiE0I/UMz//BF40J9E5LwIXhhCOIbUHz3Dgkxhj2f4ijUhNQ2fK\nHHOS1Jek5fw/Und63AvUCCEsTL9eE1gM3AyclWGGOYWdk6S+mFNxd5PagmJlZpDaOL7QM8zJA4us\nZZ0F3EFqE9BJpH6RvwiYSuqd04+Bv5iT6JyzSBVvZRuo/gyUf3B2G2BUhhnmmJOrDHMqIH0b4kkh\nhHNILbDROH1oBqk9zLK14a05BZqTpL6Yk1HOv1ZzfCYZ/iKfiwxz8sPVBX+HEMLmQF3g/ViJG3qa\nUxg5IYS6pJaGrgm8HGP8JtNrmmNOvjLMkSQp9yyyJElaTgihJnAgK9hQFXgkxrhwZV9rTjJyktQX\ncwo7J0l9SWJORVlkLSeEUAc4jN9ucvlwjPFpc5Kfk6S+mFPYOUnqS5JyQggtgHGk9uF5hWU3Ou0A\nfAF0jzFOMyeZOUnqizmFnZOkviQxJxM+k1VO+i/sKVIP0i0A/gA8AbQjde/vg8Dhmd6SZk7h5iSp\nL+YUdk6S+pLAnOuAd4Cdln+2I6RWL7sd+D9Se/VkwpzCzUlSX8wp7Jwk9SWJORXmPlnLuhoYCzSJ\nMW5Kav39ajHGnUk9TN0OON+cROckqS/mFHZOkvqStJxdSe/FtfyB9GuDgN0zzDCnsHOS1BdzCjsn\nSX1JYk6FWWQtqzNwWYyx7B7KK4CuIYT1Y4wfkdrk8hhzEp2TpL6YU9g5SepL0nK+Z9V7bTVLn5Mp\ncwo3J0l9Maewc5LUlyTmVJi3Cy7re1K7hJepS+rPqOzBubdJ3f9vTnJzktQXcwo7J0l9SVrOTcDt\nIYRhwNMse6//XqRmyq7JMMOcws5JUl/MKeycJPUliTkVZpG1rAnA5SGEE0nd638x8GaM8cf08U2B\nWeYkOidJfTGnsHOS1JdE5cQYLwgh/Az8DbiM1H5cAEWkVq4aEWO8JJMMcwo7J0l9Maewc5LUlyTm\nZMIia1lnA48A75L6y/ov0Kvc8UbAP81JdE6S+mJOYeckqS+Jy4kxjgBGhBCaU25p4Bjjp5le25yq\nkZOkvphT2DlJ6ksScyrKJdxXIISwJVCLyt9E15wCzUlSX8wp7Jwk9SWJOZIkVYRF1hoIIWwCDI0x\n9jNn7cxJUl/MKeycJPWlKuaE1F5cbYA5McZ3lztWGwgxxtszyTCnsHOS1BdzCjsnSX1JYk5Fubrg\nmikhO6tjmVN1c5LUF3MKOydJfalSOSGErYD3gOeBd0IIz4UQyi+m0QC4NZMMcwo7J0l9Maewc5LU\nlyTmZMJnssoJIRywmlM2NyfZOUnqizmFnZOkviQwZwTwH6At0BC4EpgUQtgjxvh5Fq5vTuHnJKkv\n5hR2TpL6ksScCrPIWtbDpB6kLlrFOdm4v9Kcws1JUl/MKeycJPUlaTkdga4xxm+Ab0IIfwJGAi+E\nEPYEfs7w+uYUfk6S+mJOYeckqS9JzKkwi6xlfQ30jzE+sqKDIYQdgdfMSXROkvpiTmHnJKkvScup\nA/y6mEZMbXx8UgjhWuA54PAMr29O4eckqS/mFHZOkvqSxJwK85msZb1G6gG6lVndu6fmVP2cJPXF\nnMLOSVJfkpbzPqlbUJYRYzyF1PLxYzK8vjmFn5OkvphT2DlJ6ksScyrMImtZ/wQmr+L4NGBPcxKd\nk6S+mFPYOUnqS9JyHgIOW9GB9D/g95CdgtGcws1JUl/MKeycJPUliTkV5hLukiRJkpRFzmRJkiRJ\nUhZZZEmSJElSFllkSZIkSVIWWWRJkiRJUhZZZEmSJElSFllkSZIkSVIWWWRJkiRJUhb9f+F6lME2\nY4uhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xefdc6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for character in more_characters:\n",
    "    plotname(character[0],character[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
